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scienceed_2021-09-24_17-42-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 25, 2021
Short Description:
scienceed via NodeXL https://bit.ly/3EIFSuO
@thenasem
@celebratepicbks
@openscied
@storycollider
@parvathijr2
@vmcc_scienceed
@cinehead
@b0tsci
@drjohnodonoghue
@edtechne

Top hashtags:
#scienceed
#stem
#backtoschool
#science
#scichat
#edchat
#stemed
#family

Description:
Description
The graph represents a network of 471 Twitter users whose tweets in the requested range contained "scienceed", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 25 September 2021 at 00:42 UTC.

The requested start date was Saturday, 25 September 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 83-day, 17-hour, 20-minute period from Thursday, 01 July 2021 at 20:47 UTC to Thursday, 23 September 2021 at 14:07 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 471
Unique Edges : 379
Edges With Duplicates : 682
Total Edges : 1061
Number of Edge Types : 5
Retweet : 276
MentionsInRetweet : 449
Mentions : 199
Tweet : 130
Replies to : 7
Self-Loops : 131
Reciprocated Vertex Pair Ratio : 0.0505415162454874
Reciprocated Edge Ratio : 0.0962199312714777
Connected Components : 96
Single-Vertex Connected Components : 34
Maximum Vertices in a Connected Component : 55
Maximum Edges in a Connected Component : 175
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 2.717816
Graph Density : 0.00262908253150833
Modularity : 0.536399
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 471 Twitter users whose tweets in the requested range contained "scienceed", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 25 September 2021 at 00:42 UTC.

The requested start date was Saturday, 25 September 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 83-day, 17-hour, 20-minute period from Thursday, 01 July 2021 at 20:47 UTC to Thursday, 23 September 2021 at 14:07 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : scienceed
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[9] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[6] http://www.dyslexiakit.net/homeschool-science-education/
[5] https://www.braintasticscience.com/curiositycorner
[4] https://theconversation.com/einstein-was-wrong-not-your-science-teacher-165532?utm_source=twitter&utm_medium=twitterbutton
[3] https://www.braintasticscience.com/schools
[3] https://stao.ca/memberships/regular-one-year-membership/
[3] https://www.storycollider.org/onlineworkshops/2021/8/30/seminar-becoming-a-storylistener
[3] https://www.xientifica.com/
[3] https://docs.google.com/document/d/1_14mt5LyFjWGzXXefV30pSawK7CWeTxHbbjWaF6-Nkc/edit
[3] https://twitter.com/jgvanides/status/1420019671785426959

Top URLs in Tweet in G1:
[2] https://twitter.com/thenasem/status/1414994327080669195
[1] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=c642a590-abfc-4cc5-be5b-59aa96b20770&utm_campaign=hootsuite
[1] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=02fd4679-e472-4fc9-9a74-9b81c8b1b399&utm_campaign=hootsuite
[1] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=0528cfbe-b9a4-473a-9990-4a08728dad66&utm_campaign=hootsuite
[1] http://ow.ly/e7TL50FINxz?utm_source=twitter&utm_medium=social&utm_term=nasem_dbasse&utm_content=35bd5fd5-5645-43d4-b0d2-57ab07940d1b&utm_campaign=hootsuite
[1] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=nasem_dbasse&utm_content=6c9f6ad8-4dbd-4080-9433-23cf09c870fa&utm_campaign=hootsuite
[1] https://twitter.com/theNASEM/status/1414994327080669195
[1] https://twitter.com/drjinrussell/status/1429945207273910276
[1] https://www.youtube.com/watch?v=mOlPnOm3Ycg

[1] https://www.nationalacademies.org/news/2021/07/science-education-should-be-national-priority-new-report-calls-on-federal-government-to-encourage-focusing-resources-on-high-quality-science-for-all-students

Top URLs in Tweet in G2:
[1] https://celebratepicturebooks.com/2021/09/20/september-20-its-world-beach-month/
[1] https://celebratepicturebooks.com/i-am-the-shark-giveaway/
[1] https://celebratepicturebooks.com/2021/07/15/june-15-its-national-shark-week/
[1] https://celebratepicturebooks.com/2021/07/19/july-19-celebrating-the-perseid-meteor-showers-with-sandra-nickel/
[1] https://celebratepicturebooks.com/2021/07/21/july-21-ask-an-archaeologist-day/
[1] https://celebratepicturebooks.com/2021/08/04/august-3-international-owl-awareness-day/

Top URLs in Tweet in G3:
[2] https://twitter.com/scienceonstage/status/1423270069983928323
[1] https://twitter.com/Editor_IES/status/1416314293432295431
[1] https://twitter.com/nuigalway/status/1440613500921864201
[1] https://www.limerickleader.ie/news/local-news/667047/plans-revealed-to-build-giant-newton-s-prism-in-limerick.html#.YUjiA6EzaZg.twitter
[1] https://www.ul.ie/gps/course/professional-diploma-mathematics-teaching-level-8
[1] https://twitter.com/rowntree_carr/status/1437500601835958273
[1] https://bit.ly/2TUlZi0
[1] https://docs.google.com/document/d/11qCmOqm4PnLlklr5lb7ufCh-38xF0LHt2ZzTjSYVDZs/edit?usp=sharing
[1] https://docs.google.com/spreadsheets/d/1bIOh3S-bN0LCjVWrfpnhkaIapZKwtbAr5Z1gJQ_KGEY/edit

Top URLs in Tweet in G4:
[1] https://www.potomacriver.org/resources/educator-resources/environmentalresourcedirectory/
[1] https://twitter.com/alexpetrovnia/status/1415665948355403778
[1] https://www.whizzpopbang.com/subscribe
[1] https://stpetecatalyst.com/with-3-5-million-in-federal-and-state-money-the-science-center-to-rise-again/
[1] https://www.sciencedaily.com/releases/2021/07/210722142037.htm
[1] https://www.nejm.org/doi/full/10.1056/NEJMoa2109522?cookieSet=1
[1] http://www.schoolyardfilms.org/syf-films-and-study-guides
[1] https://twitter.com/mrwarescience/status/1430594017490788366
[1] https://primaryconnections.org.au/resources-and-pedagogies/good-science-books
[1] https://www.fedora-project.eu/

Top URLs in Tweet in G5:
[3] https://www.storycollider.org/onlineworkshops/2021/8/30/seminar-becoming-a-storylistener
[1] https://catdc.org/inspire_events/rethinkingscienceplc/
[1] https://twitter.com/conti_jen/status/1430845533388742659?s=12
[1] https://twitter.com/jfcryan/status/1419906894056116229
[1] https://twitter.com/cogito137/status/1434180065852473348

Top URLs in Tweet in G6:
[1] https://twitter.com/AdamMGrant/status/1431602821036716035
[1] https://twitter.com/rskudesia/status/1431275057863561223
[1] https://twitter.com/lapubliclibrary/status/1408451133497090053
[1] https://books.apple.com/book/id1576147726
[1] https://twitter.com/cinehead/status/1412825727951466499

Top URLs in Tweet in G7:
[3] https://www.xientifica.com/
[2] https://twitter.com/SpaceKidzIndia/status/1428648479232905217
[2] https://www.cbsnews.com/pictures/space-pitures-planets-photos/
[1] https://www.reddit.com/r/explainlikeimfive/comments/oh7vc6/eli5_why_do_galaxies_look_like_they_spread_out_in/?utm_source=share&utm_medium=mweb

Top URLs in Tweet in G8:
[4] https://theconversation.com/einstein-was-wrong-not-your-science-teacher-165532?utm_source=twitter&utm_medium=twitterbutton
[3] https://docs.google.com/document/d/1_14mt5LyFjWGzXXefV30pSawK7CWeTxHbbjWaF6-Nkc/edit
[1] https://www.mathforamerica.org/model/impact/teaching-science-behind-covid-19-vaccines-creating-ripple-effect-beyond-classroom

Top URLs in Tweet in G9:
[1] https://go2scienceblog.weebly.com/blog/wonderful-words?utm_content=bufferbafdc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G10:
[5] https://www.braintasticscience.com/curiositycorner
[3] https://www.braintasticscience.com/schools
[1] https://www.braintasticscience.com/home
[1] https://twitter.com/FindingAda/status/1411897688094699523

Top Domains
Top Domains in Tweet in Entire Graph:
[42] twitter.com
[15] dyslexiakit.net
[9] braintasticscience.com
[8] google.com
[6] celebratepicturebooks.com
[5] youtube.com
[4] nap.edu
[4] theconversation.com
[3] stao.ca
[3] storycollider.org

Top Domains in Tweet in G1:
[4] nap.edu
[4] twitter.com
[1] ow.ly
[1] youtube.com
[1] nationalacademies.org
[1] ngsnavigators.com

Top Domains in Tweet in G2:
[6] celebratepicturebooks.com

Top Domains in Tweet in G3:
[5] twitter.com
[2] google.com
[1] limerickleader.ie
[1] ul.ie
[1] bit.ly

Top Domains in Tweet in G4:
[4] twitter.com
[2] youtube.com
[2] org.uk
[1] potomacriver.org
[1] whizzpopbang.com
[1] stpetecatalyst.com
[1] sciencedaily.com
[1] nejm.org
[1] schoolyardfilms.org
[1] org.au

Top Domains in Tweet in G5:
[3] twitter.com
[3] storycollider.org
[1] catdc.org

Top Domains in Tweet in G6:
[4] twitter.com
[1] apple.com

Top Domains in Tweet in G7:
[3] xientifica.com
[2] twitter.com
[2] cbsnews.com
[1] reddit.com

Top Domains in Tweet in G8:
[4] theconversation.com
[3] google.com
[1] mathforamerica.org

Top Domains in Tweet in G9:
[1] weebly.com

Top Domains in Tweet in G10:
[9] braintasticscience.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[223] scienceed
[60] stem
[36] backtoschool
[35] science
[23] scichat
[21] edchat
[19] stemed
[14] family
[13] homeschooling
[12] scicomm



Top Hashtags in Tweet in G1:
[20] scienceed
[3] education
[2] stem
[2] stemed
[2] scied
[1] scienceeducation
[1] beyondthelecture
[1] science
[1] ngss

Top Hashtags in Tweet in G2:
[35] backtoschool
[7] scienceed
[5] askanarchaeologistday
[5] suethetrex
[5] dinosaur
[3] worldbeachmonth
[3] sharkweek
[3] internationalowlawarenessday
[2] perseid
[2] homeschooling

Top Hashtags in Tweet in G3:
[5] ecer2021
[2] jcscience
[2] biology
[2] ucg
[2] nuig
[2] galway
[2] fantasticdnainabox
[2] ul
[1] ecer21
[1] copper

Top Hashtags in Tweet in G4:
[36] scienceed
[6] science
[6] stem
[5] scichat
[3] scienceteachers
[3] edchat
[3] scienceteacher
[2] bisdscience
[2] stemed
[2] iteachscience

Top Hashtags in Tweet in G5:
[13] scienceed
[7] chemed
[6] science
[6] scicomm
[5] scienceedu
[5] chemistry
[5] edtech
[5] edutech
[5] edutwitter
[5] tosachat

Top Hashtags in Tweet in G6:
[6] scienceed
[4] datavisualization
[4] edchat
[2] sschat
[2] literacy
[2] appleeduchat
[1] journalism
[1] maths
[1] medialiteracy
[1] thatsgeography

Top Hashtags in Tweet in G7:
[9] scienceed
[4] space
[4] stem
[3] science
[3] fb
[2] xientifica
[1] eureka
[1] stemeducation
[1] archimedes
[1] childrensbooks

Top Hashtags in Tweet in G8:
[6] scienceed
[5] scichat
[4] science
[3] covid19
[3] vaccines
[2] disted
[1] mfaproud
[1] aussieed
[1] crookedscience
[1] cleanwater

Top Hashtags in Tweet in G9:
[7] paemst
[7] nbct
[7] edchat
[7] pblchat
[7] scienceed
[6] scichat
[6] stem
[5] elemchat
[5] homeschooling
[5] printables

Top Hashtags in Tweet in G10:
[14] scienceed
[3] teachers
[3] scienceteachers
[3] curiositycorner
[3] stemlearning
[2] science
[2] scied
[2] edutwitter
[2] wednesdaywisdom
[2] sciencematters

Top Words
Top Words in Tweet in Entire Graph:
[228] science
[223] #scienceed
[87] students
[60] #stem
[46] celebratepicbks
[44] day
[42] more
[42] thinking
[41] scientific
[37] report

Top Words in Tweet in G1:
[79] science
[44] students
[36] scientific
[36] those
[35] report
[34] thenasem
[34] thinking
[34] essential
[34] pursuing
[33] careers

Top Words in Tweet in G2:
[46] celebratepicbks
[37] joanholub
[36] shark
[36] lkellerbooks
[35] last
[35] day
[35] swimming
[35] toward
[35] #backtoschool
[35] enter

Top Words in Tweet in G3:
[22] edtechne
[18] colleagues
[15] ed
[14] congrats
[14] editors
[14] editor_ies
[14] gen
[14] drtonyhall
[14] esai_irl
[14] whose

Top Words in Tweet in G4:
[36] #scienceed
[6] #science
[6] #stem
[5] year
[5] #scichat
[5] science
[5] more
[4] learning
[4] school
[4] learn

Top Words in Tweet in G5:
[33] science
[13] #scienceed
[12] more
[9] teachers
[9] parvathijr2
[9] week
[9] seminar
[9] facilitating
[9] storytelling
[8] interested

Top Words in Tweet in G6:
[6] #scienceed
[5] great
[4] example
[4] #datavisualization
[4] need
[4] journalists
[4] scientists
[4] connect
[4] dots
[4] help

Top Words in Tweet in G7:
[9] #scienceed
[4] #space
[4] #stem
[3] xientifica
[3] #science
[3] #fb
[3] class
[3] novel
[3] science
[3] read

Top Words in Tweet in G8:
[6] lesson
[6] virtual
[6] #scienceed
[5] summer
[5] teaching
[5] science
[5] #scichat
[4] #science
[4] ecology4kids
[4] einstein

Top Words in Tweet in G9:
[7] #paemst
[7] #nbct
[7] #edchat
[7] #pblchat
[7] #scienceed
[6] #scichat
[6] #stem
[5] #elemchat
[5] #homeschooling
[5] #printables

Top Words in Tweet in G10:
[14] #scienceed
[11] brains
[11] work
[9] today's
[9] question
[8] thinking
[6] braintasticsci
[6] brain
[5] watch
[5] videos

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[36] scientific,thinking
[36] joanholub,lkellerbooks
[35] last,day
[35] day,swimming
[35] swimming,toward
[35] toward,#backtoschool
[35] #backtoschool,enter
[35] enter,win
[35] win,shark
[35] shark,bookplate

Top Word Pairs in Tweet in G1:
[34] scientific,thinking
[34] thinking,essential
[33] report,recommends
[33] recommends,actions
[32] essential,students
[32] students,those
[32] those,pursuing
[32] pursuing,science
[32] science,careers
[32] careers,report

Top Word Pairs in Tweet in G2:
[36] joanholub,lkellerbooks
[35] last,day
[35] day,swimming
[35] swimming,toward
[35] toward,#backtoschool
[35] #backtoschool,enter
[35] enter,win
[35] win,shark
[35] shark,bookplate
[35] bookplate,signed

Top Word Pairs in Tweet in G3:
[14] congrats,editors
[14] editors,editor_ies
[14] editor_ies,gen
[14] gen,ed
[14] ed,drtonyhall
[14] drtonyhall,esai_irl
[14] esai_irl,colleagues
[14] colleagues,whose
[14] whose,researchatnuig
[14] researchatnuig,features

Top Word Pairs in Tweet in G4:
[4] #scichat,#scienceed
[2] #scienceed,#bisdscience
[2] #science,#scienceed
[2] use,prizes
[2] #scienceed,#scienceteachers
[2] lab,report

Top Word Pairs in Tweet in G5:
[9] facilitating,storytelling
[8] science,education
[8] sign,storycollider's
[7] ireland,highest
[7] highest,level
[7] level,acceptance
[7] acceptance,need
[7] need,vaccinated
[7] vaccinated,eu
[7] differentiate,twins

Top Word Pairs in Tweet in G6:
[4] great,example
[4] example,#datavisualization
[4] #datavisualization,need
[4] need,journalists
[4] journalists,scientists
[4] scientists,connect
[4] connect,dots
[4] dots,help
[4] help,make
[4] make,sense

Top Word Pairs in Tweet in G7:
[4] #scienceed,#stem
[2] #space,#science
[2] #science,#scienceed
[2] #stem,#xientifica
[2] 50,gorgeous
[2] gorgeous,photos
[2] photos,outer
[2] outer,space
[2] space,cbsnews
[2] cbsnews,#scienceed

Top Word Pairs in Tweet in G8:
[4] einstein,'wrong'
[4] 'wrong',science
[4] science,teacher
[4] teacher,physicshigh
[4] physicshigh,gordeauz
[4] gordeauz,yours
[4] yours,truly
[3] mƒa,summer
[3] summer,reading
[3] reading,list

Top Word Pairs in Tweet in G9:
[7] #paemst,#nbct
[7] #nbct,#edchat
[7] #edchat,#pblchat
[6] #scienceed,#stem
[5] #elemchat,#scichat
[5] #stem,#homeschooling
[5] brooke_teller,nbctsue
[5] #scichat,#edtechchat
[5] #edtechchat,#scienceed
[4] #printables,#lessonplans

Top Word Pairs in Tweet in G10:
[11] brains,work
[9] work,today's
[9] today's,question
[5] braintasticsci,brains
[4] #scienceed,more
[4] more,11am
[4] see,older
[4] older,videos
[4] videos,watch
[4] watch,class

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@celebratepicbks
@joanholub
@lkellerbooks
@thenasem
@openscied
@edtechne
@editor_ies
@esai_irl
@researchatnuig
@parvathijr2

Top Mentioned in G1:
@thenasem
@openscied
@ngsnavigators
@sci_project
@fabiolagianotti
@nasem_dbasse
@mizteaches
@ngss_tweeps
@magda_skipper

Top Mentioned in G2:
@celebratepicbks
@joanholub
@lkellerbooks
@penguinrandom
@senickel
@abramskids
@tundrabooks
@lauriekeller
@tonibuzzeo
@annettewhipple

Top Mentioned in G3:
@edtechne
@editor_ies
@esai_irl
@researchatnuig
@ecer_eera
@vmcc_scienceed
@flyn
@corneliathinks
@nuigalway
@flynndpaul

Top Mentioned in G5:
@parvathijr2
@storycollider
@drjohnodonoghue
@elliebeyers
@jakemillertech
@nisse_greenberg
@the_catdc
@lizgottlieb

Top Mentioned in G6:
@llacrosse
@cinehead
@nationaljea
@natgeoeducation
@pegkeiner
@jdeinhammer
@willcottjulie
@techclassrocks
@_ehughes_
@xpateducator

Top Mentioned in G7:
@cbsnews
@xientifica
@jgates513
@agittner
@davechurch_
@newmanphysics
@katesutton70
@sklchem
@drjoscience
@physicsjo

Top Mentioned in G8:
@ecology4kids
@physicshigh
@gordeauz
@simoncrook
@conv
@oaklodgewater
@mathforamerica
@nycschools
@conversationedu
@jordanpotrzeba

Top Mentioned in G9:
@brooke_teller
@nbctsue
@msoskil
@mrs_smoke
@margiebg
@drfurman
@jenjkesler
@hachen2nd
@go2science
@mdoenews

Top Mentioned in G10:
@braintasticsci
@hull_libraries
@buckinghamsch
@nsjhull
@officialstepney
@hull
@ginnysmithsci
@findingada

Top Tweeters
Top Tweeters in Entire Graph:
@jfsebastian146
@pekkalooking
@alicekeeler
@cbsnews
@akamalaccas1
@askgerbil
@google
@paleophile
@hull_libraries
@almu_hs

Top Tweeters in G1:
@paleophile
@fluxcapdoodah
@eintsein1980
@xeno_lith
@sciencecat222
@dtcampbe
@thenasem
@tksciguy
@nasemtrb
@williamfranzell

Top Tweeters in G2:
@akamalaccas1
@lustfulgraces
@sandrain2nd
@penguinrandom
@weisscenter
@tmlusby
@marylynnheller
@twosmartbunnies
@tundrabooks
@temporarywaffle

Top Tweeters in G3:
@catherinecronin
@kieranmcc_ss
@michaelhogannui
@gilesmeehan
@nuigalway
@thegallowboob
@rowingireland
@dawn_galway
@cellexplorers
@edtechne

Top Tweeters in G4:
@mommyofpommies
@tbinnovates
@coachxcpayne
@ms_hansen
@whizzpopbangmag
@doctormanker
@sihalpin
@potomaccommis
@aebaeder
@mslaurenberry

Top Tweeters in G5:
@askgerbil
@markj_ohnson
@b0tsci
@wiringthebrain
@scicommbot
@ichnologist
@jakemillertech
@scienceborealis
@jfcryan
@indiascipol

Top Tweeters in G6:
@klbeasley
@llacrosse
@cinehead
@ckklynen
@_ehughes_
@natgeoeducation
@techclassrocks
@willcottjulie
@jdeinhammer
@xpateducator

Top Tweeters in G7:
@cbsnews
@astropotamus
@imascientist
@needhaml56
@agittner
@jgates513
@physicsjo
@newmanphysics
@drjoscience
@katesutton70

Top Tweeters in G8:
@garym
@conversationedu
@praxismedhat
@wasimofnazareth
@nycschools
@simoncrook
@mathforamerica
@gordeauz
@jordanpotrzeba
@physicshigh

Top Tweeters in G9:
@msoskil
@drfurman
@mrs_smoke
@hachen2nd
@mdoenews
@margiebg
@jenjkesler
@go2science
@brooke_teller
@nbctsue

Top Tweeters in G10:
@hull_libraries
@findingada
@emmayhnell
@ginnysmithsci
@hull
@buckinghamsch
@officialstepney
@nsjhull
@braintasticsci


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